Dear Reviewers R1, R2, and R3: Thank you for your comments and suggestions to improve our paper

Neural Information Processing Systems 

Dear Reviewers R1, R2, and R3: Thank you for your comments and suggestions to improve our paper. In contrast, BRN's statistical estimates are based on batches After tuning its hyperparameters, we observed that it performs worse (Figure 2). ON removes the batch size parameter and introduces two decay rate parameters. We will include this figure in the paper's appendix. Note, this is not the best value observed in the sweep.

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